The DEGs were also closely correlated with the signalling pathways of the immune response (TNF-α signalling pathway, TGF-β signalling pathway, and NF-kB signalling pathway), and the activity of the signalling pathways of the immune response in malignant tumours mainly indicates that the tumour has a high immune escape function18. Here, TNF is linked to cancer.